A JSON schema Is not an AI governance layer
The AI governance argument is happening one layer above the code that actually stops your agent.


AI systems architect and indie builder focused on agentic AI, trustworthy automation, and developer infrastructure. I’m the creator of PIC Standard, an open-source governance layer for high-impact AI agent actions, and NCP, a protocol-oriented approach to deterministic and replayable agent evaluation. My work focuses on making AI agents safer to operate in real software environments: clearer intent, stronger constraints, better provenance, approvals, receipts, and debuggable execution.
The AI governance argument is happening one layer above the code that actually stops your agent.

How attackers took twenty thousand Instagram accounts by asking Meta's AI politely, and why that failure is about to become common.
